{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SegNet model implemented with keras"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using Theano backend.\n",
      "Using gpu device 0: GeForce GTX 560 Ti (CNMeM is disabled, cuDNN not available)\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import sys\n",
    "\n",
    "from skimage.io import imread\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "import os\n",
    "os.environ['KERAS_BACKEND'] = 'theano'\n",
    "os.environ['THEANO_FLAGS'] = 'mode=FAST_RUN, device=gpu0, floatX=float32, optimizer=fast_compile'\n",
    "\n",
    "from keras import models\n",
    "from keras.optimizers import SGD"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data set characteristics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "path = 'Data/'\n",
    "img_w = 256\n",
    "img_h = 256\n",
    "n_labels = 2\n",
    "\n",
    "n_train = 6\n",
    "n_test = 3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Utility functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def label_map(labels):\n",
    "    label_map = np.zeros([img_h, img_w, n_labels])    \n",
    "    for r in range(img_h):\n",
    "        for c in range(img_w):\n",
    "            label_map[r, c, labels[r][c]] = 1\n",
    "    return label_map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def prep_data(mode):\n",
    "    assert mode in {'test', 'train'}, \\\n",
    "        'mode should be either \\'test\\' or \\'train\\''\n",
    "    data = []\n",
    "    label = []\n",
    "    df = pd.read_csv(path + mode + '.csv')\n",
    "    n = n_train if mode == 'train' else n_test\n",
    "    for i, item in df.iterrows():\n",
    "        if i >= n:\n",
    "            break\n",
    "        img, gt = [imread(path + item[0])], np.clip(imread(path + item[1]), 0, 1)\n",
    "        data.append(img)\n",
    "        label.append(label_map(gt))\n",
    "        sys.stdout.write('\\r')\n",
    "        sys.stdout.write(mode + \": [%-20s] %d%%\" % ('=' * int(20. * (i + 1) / n - 1) + '>',\n",
    "                                                    int(100. * (i + 1) / n)))\n",
    "        sys.stdout.flush()\n",
    "    sys.stdout.write('\\r')\n",
    "    sys.stdout.flush()\n",
    "    data, label = np.array(data), np.array(label).reshape((n, img_h * img_w, n_labels))\n",
    "\n",
    "    print mode + ': OK'\n",
    "    print '\\tshapes: {}, {}'.format(data.shape, label.shape)\n",
    "    print '\\ttypes:  {}, {}'.format(data.dtype, label.dtype)\n",
    "    print '\\tmemory: {}, {} MB'.format(data.nbytes / 1048576, label.nbytes / 1048576)\n",
    "\n",
    "    return data, label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def plot_results(output):\n",
    "    gt = []\n",
    "    df = pd.read_csv(path + 'test.csv')\n",
    "    for i, item in df.iterrows():\n",
    "        gt.append(np.clip(imread(path + item[1]), 0, 1))\n",
    "\n",
    "    plt.figure(figsize=(15, 2 * n_test))\n",
    "    for i, item in df.iterrows():\n",
    "        plt.subplot(n_test, 4, 4 * i + 1)\n",
    "        plt.title('Ground Truth')\n",
    "        plt.axis('off')\n",
    "        gt = imread(path + item[1])\n",
    "        plt.imshow(np.clip(gt, 0, 1))\n",
    "\n",
    "        plt.subplot(n_test, 4, 4 * i + 2)\n",
    "        plt.title('Prediction')\n",
    "        plt.axis('off')\n",
    "        labeled = np.argmax(output[i], axis=-1)\n",
    "        plt.imshow(labeled)\n",
    "\n",
    "        plt.subplot(n_test, 4, 4 * i + 3)\n",
    "        plt.title('Heat map')\n",
    "        plt.axis('off')\n",
    "        plt.imshow(output[i][:, :, 1])\n",
    "\n",
    "        plt.subplot(n_test, 4, 4 * i + 4)\n",
    "        plt.title('Comparison')\n",
    "        plt.axis('off')\n",
    "        rgb = np.empty((img_h, img_w, 3))\n",
    "        rgb[:, :, 0] = labeled\n",
    "        rgb[:, :, 1] = imread(path + item[0])\n",
    "        rgb[:, :, 2] = gt\n",
    "        plt.imshow(rgb)\n",
    "\n",
    "    plt.savefig('result.png')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Loading and compiling model built with *'build_model.py'*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Compiled: OK\n"
     ]
    }
   ],
   "source": [
    "with open('model_5l.json') as model_file:\n",
    "    autoencoder = models.model_from_json(model_file.read())\n",
    "\n",
    "optimizer = SGD(lr=0.001, momentum=0.9, decay=0.0005, nesterov=False)\n",
    "autoencoder.compile(loss=\"categorical_crossentropy\", optimizer=optimizer, metrics=['accuracy'])\n",
    "print 'Compiled: OK'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train model or load existing weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# train_data, train_label = prep_data('train')\n",
    "# nb_epoch = 50\n",
    "# batch_size = 18\n",
    "# history = autoencoder.fit(train_data, train_label, batch_size=batch_size, nb_epoch=nb_epoch, verbose=1)\n",
    "# autoencoder.save_weights('model_5l_weight_ep50.hdf5')\n",
    "\n",
    "autoencoder.load_weights('model_5l_weight_ep50.hdf5')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from keras.utils.visualize_util import plot\n",
    "plot(autoencoder, to_file='model.png', show_shapes=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load testing data and evaluate score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "test: OK\n",
      "\tshapes: (3, 1, 256, 256), (3, 65536, 2)\n",
      "\ttypes:  uint8, float64\n",
      "\tmemory: 0, 3 MB\n",
      "Test score: 0.166390642524\n",
      "Test accuracy: 0.970331847668\n"
     ]
    }
   ],
   "source": [
    "test_data, test_label = prep_data('test')\n",
    "score = autoencoder.evaluate(test_data, test_label, verbose=0)\n",
    "print 'Test score:', score[0]\n",
    "print 'Test accuracy:', score[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualizing results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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KtlQCC+71kZSVeBnaYuBv7hq65nJny5OWH1KLV88OK5pvdGNaC9yJkYQjMe+I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\ncRzHcRzHcZzXh/8PzLLK2iiQkacAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2bdfa6bed0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "output = autoencoder.predict_proba(test_data, verbose=0)\n",
    "output = output.reshape((output.shape[0], img_h, img_w, n_labels))\n",
    "\n",
    "plot_results(output)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
